Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 333 |
| Missing cells | 108 |
| Missing cells (%) | 1.9% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 39.8 KiB |
| Average record size in memory | 122.4 B |
Variable types
| Numeric | 14 |
|---|---|
| Boolean | 2 |
| Text | 1 |
commercial_property is highly overall correlated with crime_rate and 7 other fields | High correlation |
county is highly overall correlated with household_affluency and 2 other fields | High correlation |
crime_rate is highly overall correlated with commercial_property and 7 other fields | High correlation |
household_affluency is highly overall correlated with commercial_property and 8 other fields | High correlation |
household_size is highly overall correlated with county and 2 other fields | High correlation |
normalised_sales is highly overall correlated with commercial_property and 8 other fields | High correlation |
property_value is highly overall correlated with commercial_property and 6 other fields | High correlation |
proportion_flats is highly overall correlated with commercial_property and 4 other fields | High correlation |
proportion_newbuilds is highly overall correlated with commercial_property and 7 other fields | High correlation |
proportion_nonretail is highly overall correlated with commercial_property and 7 other fields | High correlation |
public_transport_dist is highly overall correlated with commercial_property and 6 other fields | High correlation |
school_proximity is highly overall correlated with normalised_sales | High correlation |
new_store is highly imbalanced (67.2%) | Imbalance |
is_train is highly imbalanced (76.2%) | Imbalance |
commercial_property has 30 (9.0%) missing values | Missing |
school_proximity has 65 (19.5%) missing values | Missing |
normalised_sales has 13 (3.9%) missing values | Missing |
location_id has unique values | Unique |
proportion_flats has 248 (74.5%) zeros | Zeros |
proportion_newbuilds has 26 (7.8%) zeros | Zeros |
Reproduction
| Analysis started | 2024-02-09 18:08:07.091888 |
|---|---|
| Analysis finished | 2024-02-09 18:08:23.573911 |
| Duration | 16.48 seconds |
| Software version | ydata-profiling vv4.6.4 |
| Download configuration | config.json |
location_id
Real number (ℝ)
UNIQUE
| Distinct | 333 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 251.73273 |
| Minimum | 1 |
|---|---|
| Maximum | 506 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 26.6 |
| Q1 | 127 |
| median | 250 |
| Q3 | 376 |
| 95-th percentile | 474.4 |
| Maximum | 506 |
| Range | 505 |
| Interquartile range (IQR) | 249 |
Descriptive statistics
| Standard deviation | 145.11318 |
|---|---|
| Coefficient of variation (CV) | 0.57645733 |
| Kurtosis | -1.1885492 |
| Mean | 251.73273 |
| Median Absolute Deviation (MAD) | 125 |
| Skewness | -0.0122536 |
| Sum | 83827 |
| Variance | 21057.835 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 464 | 1 | 0.3% |
| 87 | 1 | 0.3% |
| 169 | 1 | 0.3% |
| 241 | 1 | 0.3% |
| 469 | 1 | 0.3% |
| 283 | 1 | 0.3% |
| 7 | 1 | 0.3% |
| 313 | 1 | 0.3% |
| 190 | 1 | 0.3% |
| 51 | 1 | 0.3% |
| Other values (323) | 323 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 7 | 1 | |
| 10 | 1 | |
| 11 | 1 | |
| 12 | 1 | |
| 13 | 1 | |
| 15 | 1 |
| Value | Count | Frequency (%) |
| 506 | 1 | |
| 504 | 1 | |
| 503 | 1 | |
| 501 | 1 | |
| 500 | 1 | |
| 498 | 1 | |
| 494 | 1 | |
| 491 | 1 | |
| 489 | 1 | |
| 488 | 1 |
crime_rate
Real number (ℝ)
HIGH CORRELATION
| Distinct | 332 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7971859 |
| Minimum | 0.0071416 |
|---|---|
| Maximum | 83.093533 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0.0071416 |
|---|---|
| 5-th percentile | 0.02682168 |
| Q1 | 0.0892248 |
| median | 0.2957097 |
| Q3 | 4.1563886 |
| 95-th percentile | 17.200318 |
| Maximum | 83.093533 |
| Range | 83.086391 |
| Interquartile range (IQR) | 4.0671638 |
Descriptive statistics
| Standard deviation | 8.3080672 |
|---|---|
| Coefficient of variation (CV) | 2.1879538 |
| Kurtosis | 30.924065 |
| Mean | 3.7971859 |
| Median Absolute Deviation (MAD) | 0.261256 |
| Skewness | 4.5989812 |
| Sum | 1264.4629 |
| Variance | 69.02398 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.0169613 | 2 | 0.6% |
| 17.600541 | 1 | 0.3% |
| 7.6853221 | 1 | 0.3% |
| 0.1857607 | 1 | 0.3% |
| 0.142945 | 1 | 0.3% |
| 10.5418717 | 1 | 0.3% |
| 1.8403632 | 1 | 0.3% |
| 0.2328704 | 1 | 0.3% |
| 3.574868 | 1 | 0.3% |
| 0.0222045 | 1 | 0.3% |
| Other values (322) | 322 |
| Value | Count | Frequency (%) |
| 0.0071416 | 1 | |
| 0.0102378 | 1 | |
| 0.0123848 | 1 | |
| 0.0147013 | 1 | |
| 0.0148143 | 1 | |
| 0.015368 | 1 | |
| 0.0161816 | 1 | |
| 0.0162607 | 1 | |
| 0.0169613 | 2 | |
| 0.0200914 | 1 |
| Value | Count | Frequency (%) |
| 83.093533 | 1 | |
| 51.693093 | 1 | |
| 43.337534 | 1 | |
| 42.557947 | 1 | |
| 32.381054 | 1 | |
| 29.312878 | 1 | |
| 28.302093 | 1 | |
| 28.025921 | 1 | |
| 27.564994 | 1 | |
| 25.534723 | 1 |
proportion_flats
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 25 |
|---|---|
| Distinct (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.689189 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 248 |
| Zeros (%) | 74.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 12.5 |
| 95-th percentile | 77 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 12.5 |
Descriptive statistics
| Standard deviation | 22.674762 |
|---|---|
| Coefficient of variation (CV) | 2.1212799 |
| Kurtosis | 4.8793739 |
| Mean | 10.689189 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.3740517 |
| Sum | 3559.5 |
| Variance | 514.14482 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 0 | 248 | |
| 20 | 14 | 4.2% |
| 80 | 7 | 2.1% |
| 22 | 7 | 2.1% |
| 25 | 7 | 2.1% |
| 12.5 | 6 | 1.8% |
| 45 | 5 | 1.5% |
| 33 | 3 | 0.9% |
| 55 | 3 | 0.9% |
| 90 | 3 | 0.9% |
| Other values (15) | 30 | 9.0% |
| Value | Count | Frequency (%) |
| 0 | 248 | |
| 12.5 | 6 | 1.8% |
| 17.5 | 1 | 0.3% |
| 18 | 1 | 0.3% |
| 20 | 14 | 4.2% |
| 21 | 3 | 0.9% |
| 22 | 7 | 2.1% |
| 25 | 7 | 2.1% |
| 28 | 2 | 0.6% |
| 30 | 3 | 0.9% |
| Value | Count | Frequency (%) |
| 100 | 1 | 0.3% |
| 95 | 3 | |
| 90 | 3 | |
| 85 | 2 | 0.6% |
| 82.5 | 1 | 0.3% |
| 80 | 7 | |
| 75 | 3 | |
| 60 | 3 | |
| 55 | 3 | |
| 52.5 | 1 | 0.3% |
proportion_nonretail
Real number (ℝ)
HIGH CORRELATION
| Distinct | 68 |
|---|---|
| Distinct (%) | 20.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.293483 |
| Minimum | 0.74 |
|---|---|
| Maximum | 27.74 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0.74 |
|---|---|
| 5-th percentile | 2.18 |
| Q1 | 5.13 |
| median | 9.9 |
| Q3 | 18.1 |
| 95-th percentile | 21.89 |
| Maximum | 27.74 |
| Range | 27 |
| Interquartile range (IQR) | 12.97 |
Descriptive statistics
| Standard deviation | 6.9981231 |
|---|---|
| Coefficient of variation (CV) | 0.61966028 |
| Kurtosis | -1.2402092 |
| Mean | 11.293483 |
| Median Absolute Deviation (MAD) | 6.57 |
| Skewness | 0.29043376 |
| Sum | 3760.73 |
| Variance | 48.973727 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 18.1 | 88 | |
| 19.58 | 21 | 6.3% |
| 6.2 | 14 | 4.2% |
| 8.14 | 13 | 3.9% |
| 21.89 | 10 | 3.0% |
| 9.9 | 9 | 2.7% |
| 8.56 | 8 | 2.4% |
| 3.97 | 8 | 2.4% |
| 6.91 | 7 | 2.1% |
| 4.05 | 7 | 2.1% |
| Other values (58) | 148 |
| Value | Count | Frequency (%) |
| 0.74 | 1 | |
| 1.21 | 1 | |
| 1.22 | 1 | |
| 1.25 | 1 | |
| 1.32 | 1 | |
| 1.38 | 1 | |
| 1.47 | 1 | |
| 1.52 | 2 | |
| 1.69 | 1 | |
| 1.76 | 1 |
| Value | Count | Frequency (%) |
| 27.74 | 4 | 1.2% |
| 25.65 | 6 | 1.8% |
| 21.89 | 10 | 3.0% |
| 19.58 | 21 | 6.3% |
| 18.1 | 88 | |
| 15.04 | 2 | 0.6% |
| 13.92 | 3 | 0.9% |
| 13.89 | 1 | 0.3% |
| 12.83 | 4 | 1.2% |
| 11.93 | 4 | 1.2% |
new_store
Boolean
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 461.0 B |
| False | |
|---|---|
| True | 20 |
| Value | Count | Frequency (%) |
| False | 313 | |
| True | 20 | 6.0% |
commercial_property
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 77 |
|---|---|
| Distinct (%) | 25.4% |
| Missing | 30 |
| Missing (%) | 9.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.641254 |
| Minimum | 1.75 |
|---|---|
| Maximum | 1009 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 1.75 |
|---|---|
| 5-th percentile | 3.06 |
| Q1 | 5.45 |
| median | 9.4 |
| Q3 | 14.45 |
| 95-th percentile | 21 |
| Maximum | 1009 |
| Range | 1007.25 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 72.342194 |
|---|---|
| Coefficient of variation (CV) | 4.34716 |
| Kurtosis | 155.68149 |
| Mean | 16.641254 |
| Median Absolute Deviation (MAD) | 4.3 |
| Skewness | 12.332348 |
| Sum | 5042.3 |
| Variance | 5233.3931 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9.4 | 12 | 3.6% |
| 18.15 | 12 | 3.6% |
| 13.7 | 10 | 3.0% |
| 4.35 | 10 | 3.0% |
| 26.05 | 10 | 3.0% |
| 12.75 | 10 | 3.0% |
| 6.95 | 9 | 2.7% |
| 9.7 | 8 | 2.4% |
| 7.85 | 8 | 2.4% |
| 19.5 | 8 | 2.4% |
| Other values (67) | 206 | |
| (Missing) | 30 | 9.0% |
| Value | Count | Frequency (%) |
| 1.75 | 1 | 0.3% |
| 1.95 | 1 | 0.3% |
| 2.5 | 1 | 0.3% |
| 2.55 | 3 | |
| 2.65 | 1 | 0.3% |
| 2.7 | 1 | 0.3% |
| 2.75 | 1 | 0.3% |
| 2.95 | 2 | |
| 3 | 1 | 0.3% |
| 3.05 | 4 |
| Value | Count | Frequency (%) |
| 1009 | 1 | 0.3% |
| 767 | 1 | 0.3% |
| 123 | 1 | 0.3% |
| 26.05 | 10 | |
| 21 | 5 | |
| 19.5 | 8 | |
| 18.4 | 3 | 0.9% |
| 18.15 | 12 | |
| 17.5 | 7 | |
| 17.15 | 6 |
household_size
Real number (ℝ)
HIGH CORRELATION
| Distinct | 308 |
|---|---|
| Distinct (%) | 92.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.2656186 |
| Minimum | 0.561 |
|---|---|
| Maximum | 5.725 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0.561 |
|---|---|
| 5-th percentile | 2.2376 |
| Q1 | 2.884 |
| median | 3.202 |
| Q3 | 3.595 |
| 95-th percentile | 4.5014 |
| Maximum | 5.725 |
| Range | 5.164 |
| Interquartile range (IQR) | 0.711 |
Descriptive statistics
| Standard deviation | 0.70395158 |
|---|---|
| Coefficient of variation (CV) | 0.21556454 |
| Kurtosis | 2.0517526 |
| Mean | 3.2656186 |
| Median Absolute Deviation (MAD) | 0.333 |
| Skewness | 0.28402752 |
| Sum | 1087.451 |
| Variance | 0.49554782 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.127 | 3 | 0.9% |
| 3.229 | 3 | 0.9% |
| 3.727 | 2 | 0.6% |
| 2.875 | 2 | 0.6% |
| 3.03 | 2 | 0.6% |
| 3.144 | 2 | 0.6% |
| 3.096 | 2 | 0.6% |
| 3.122 | 2 | 0.6% |
| 3.431 | 2 | 0.6% |
| 2.304 | 2 | 0.6% |
| Other values (298) | 311 |
| Value | Count | Frequency (%) |
| 0.561 | 1 | |
| 0.863 | 1 | |
| 1.138 | 1 | |
| 1.368 | 1 | |
| 1.519 | 1 | |
| 1.652 | 1 | |
| 1.906 | 1 | |
| 1.926 | 1 | |
| 1.963 | 1 | |
| 1.97 | 1 |
| Value | Count | Frequency (%) |
| 5.725 | 1 | |
| 5.398 | 1 | |
| 5.375 | 1 | |
| 5.337 | 1 | |
| 5.266 | 1 | |
| 5.259 | 1 | |
| 5.247 | 1 | |
| 5.04 | 1 | |
| 5.034 | 1 | |
| 4.929 | 1 |
proportion_newbuilds
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 260 |
|---|---|
| Distinct (%) | 78.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.773574 |
| Minimum | 0 |
|---|---|
| Maximum | 94 |
| Zeros | 26 |
| Zeros (%) | 7.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6.2 |
| median | 23.3 |
| Q3 | 54.6 |
| 95-th percentile | 82.38 |
| Maximum | 94 |
| Range | 94 |
| Interquartile range (IQR) | 48.4 |
Descriptive statistics
| Standard deviation | 28.133344 |
|---|---|
| Coefficient of variation (CV) | 0.88543215 |
| Kurtosis | -0.93608546 |
| Mean | 31.773574 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.60464361 |
| Sum | 10580.6 |
| Variance | 791.48502 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 26 | 7.8% |
| 4 | 4 | 1.2% |
| 23.5 | 3 | 0.9% |
| 1.2 | 3 | 0.9% |
| 78.6 | 3 | 0.9% |
| 4.6 | 3 | 0.9% |
| 2.7 | 3 | 0.9% |
| 4.4 | 3 | 0.9% |
| 58.9 | 2 | 0.6% |
| 8.2 | 2 | 0.6% |
| Other values (250) | 281 |
| Value | Count | Frequency (%) |
| 0 | 26 | |
| 0.7 | 1 | 0.3% |
| 1.1 | 1 | 0.3% |
| 1.2 | 3 | 0.9% |
| 1.3 | 1 | 0.3% |
| 1.5 | 1 | 0.3% |
| 1.6 | 2 | 0.6% |
| 1.8 | 2 | 0.6% |
| 1.9 | 1 | 0.3% |
| 2 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 94 | 1 | |
| 93.8 | 1 | |
| 93.5 | 1 | |
| 93.4 | 2 | |
| 92.2 | 2 | |
| 91.6 | 1 | |
| 91.1 | 1 | |
| 90.2 | 1 | |
| 90.1 | 1 | |
| 87 | 1 |
public_transport_dist
Real number (ℝ)
HIGH CORRELATION
| Distinct | 295 |
|---|---|
| Distinct (%) | 88.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.7099336 |
| Minimum | 1.1296 |
|---|---|
| Maximum | 10.7103 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 1.1296 |
|---|---|
| 5-th percentile | 1.5022 |
| Q1 | 2.1224 |
| median | 3.0923 |
| Q3 | 5.1167 |
| 95-th percentile | 7.49938 |
| Maximum | 10.7103 |
| Range | 9.5807 |
| Interquartile range (IQR) | 2.9943 |
Descriptive statistics
| Standard deviation | 1.9811231 |
|---|---|
| Coefficient of variation (CV) | 0.53400498 |
| Kurtosis | 0.11355108 |
| Mean | 3.7099336 |
| Median Absolute Deviation (MAD) | 1.1622 |
| Skewness | 0.93814296 |
| Sum | 1235.4079 |
| Variance | 3.9248485 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.4007 | 3 | 0.9% |
| 4.8122 | 3 | 0.9% |
| 5.7209 | 3 | 0.9% |
| 5.4917 | 3 | 0.9% |
| 5.2873 | 3 | 0.9% |
| 6.8147 | 3 | 0.9% |
| 3.6519 | 3 | 0.9% |
| 6.4798 | 3 | 0.9% |
| 3.2721 | 2 | 0.6% |
| 6.4584 | 2 | 0.6% |
| Other values (285) | 305 |
| Value | Count | Frequency (%) |
| 1.1296 | 1 | |
| 1.137 | 1 | |
| 1.1691 | 1 | |
| 1.1742 | 1 | |
| 1.2024 | 1 | |
| 1.2852 | 1 | |
| 1.3216 | 1 | |
| 1.3325 | 1 | |
| 1.3449 | 1 | |
| 1.358 | 1 |
| Value | Count | Frequency (%) |
| 10.7103 | 1 | |
| 9.2229 | 1 | |
| 9.1876 | 1 | |
| 9.0892 | 1 | |
| 8.9067 | 1 | |
| 8.7921 | 1 | |
| 8.6966 | 1 | |
| 8.5353 | 1 | |
| 8.344 | 1 | |
| 8.3248 | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.7 KiB |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 4.8798799 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1625 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | all |
|---|---|
| 2nd row | average |
| 3rd row | many |
| 4th row | no |
| 5th row | average |
| Value | Count | Frequency (%) |
| all | 88 | |
| average | 76 | |
| few | 70 | |
| no | 55 | |
| many | 44 |
Most occurring characters
| Value | Count | Frequency (%) |
| 333 | ||
| a | 284 | |
| e | 222 | |
| l | 176 | |
| n | 99 | 6.1% |
| v | 76 | 4.7% |
| r | 76 | 4.7% |
| g | 76 | 4.7% |
| f | 70 | 4.3% |
| w | 70 | 4.3% |
| Other values (3) | 143 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1292 | |
| Space Separator | 333 | 20.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 284 | |
| e | 222 | |
| l | 176 | |
| n | 99 | 7.7% |
| v | 76 | 5.9% |
| r | 76 | 5.9% |
| g | 76 | 5.9% |
| f | 70 | 5.4% |
| w | 70 | 5.4% |
| o | 55 | 4.3% |
| Other values (2) | 88 | 6.8% |
Space Separator
| Value | Count | Frequency (%) |
| 333 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1292 | |
| Common | 333 | 20.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 284 | |
| e | 222 | |
| l | 176 | |
| n | 99 | 7.7% |
| v | 76 | 5.9% |
| r | 76 | 5.9% |
| g | 76 | 5.9% |
| f | 70 | 5.4% |
| w | 70 | 5.4% |
| o | 55 | 4.3% |
| Other values (2) | 88 | 6.8% |
Common
| Value | Count | Frequency (%) |
| 333 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1625 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 333 | ||
| a | 284 | |
| e | 222 | |
| l | 176 | |
| n | 99 | 6.1% |
| v | 76 | 4.7% |
| r | 76 | 4.7% |
| g | 76 | 4.7% |
| f | 70 | 4.3% |
| w | 70 | 4.3% |
| Other values (3) | 143 |
property_value
Real number (ℝ)
HIGH CORRELATION
| Distinct | 59 |
|---|---|
| Distinct (%) | 17.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 409.27928 |
| Minimum | 188 |
|---|---|
| Maximum | 711 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 188 |
|---|---|
| 5-th percentile | 219.6 |
| Q1 | 279 |
| median | 330 |
| Q3 | 666 |
| 95-th percentile | 666 |
| Maximum | 711 |
| Range | 523 |
| Interquartile range (IQR) | 387 |
Descriptive statistics
| Standard deviation | 170.84199 |
|---|---|
| Coefficient of variation (CV) | 0.41742154 |
| Kurtosis | -1.1907888 |
| Mean | 409.27928 |
| Median Absolute Deviation (MAD) | 78 |
| Skewness | 0.63302676 |
| Sum | 136290 |
| Variance | 29186.985 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 666 | 88 | |
| 307 | 27 | 8.1% |
| 403 | 21 | 6.3% |
| 437 | 10 | 3.0% |
| 304 | 9 | 2.7% |
| 398 | 9 | 2.7% |
| 224 | 8 | 2.4% |
| 296 | 8 | 2.4% |
| 264 | 8 | 2.4% |
| 384 | 8 | 2.4% |
| Other values (49) | 137 |
| Value | Count | Frequency (%) |
| 188 | 6 | |
| 193 | 6 | |
| 198 | 1 | 0.3% |
| 216 | 4 | |
| 222 | 5 | |
| 223 | 3 | 0.9% |
| 224 | 8 | |
| 226 | 1 | 0.3% |
| 233 | 7 | |
| 241 | 1 | 0.3% |
| Value | Count | Frequency (%) |
| 711 | 4 | 1.2% |
| 666 | 88 | |
| 469 | 1 | 0.3% |
| 437 | 10 | 3.0% |
| 432 | 6 | 1.8% |
| 430 | 2 | 0.6% |
| 422 | 1 | 0.3% |
| 411 | 1 | 0.3% |
| 403 | 21 | 6.3% |
| 402 | 1 | 0.3% |
school_proximity
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 40 |
|---|---|
| Distinct (%) | 14.9% |
| Missing | 65 |
| Missing (%) | 19.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.55597 |
| Minimum | 13 |
|---|---|
| Maximum | 21.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 14.7 |
| Q1 | 17.4 |
| median | 19.1 |
| Q3 | 20.2 |
| 95-th percentile | 21 |
| Maximum | 21.2 |
| Range | 8.2 |
| Interquartile range (IQR) | 2.8 |
Descriptive statistics
| Standard deviation | 2.1039649 |
|---|---|
| Coefficient of variation (CV) | 0.1133848 |
| Kurtosis | -0.17055916 |
| Mean | 18.55597 |
| Median Absolute Deviation (MAD) | 1.1 |
| Skewness | -0.86026046 |
| Sum | 4973 |
| Variance | 4.4266683 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=40)
| Value | Count | Frequency (%) |
| 20.2 | 80 | |
| 14.7 | 15 | 4.5% |
| 21 | 13 | 3.9% |
| 18.4 | 11 | 3.3% |
| 17.4 | 10 | 3.0% |
| 19.1 | 10 | 3.0% |
| 17.8 | 10 | 3.0% |
| 16.6 | 9 | 2.7% |
| 21.2 | 9 | 2.7% |
| 18.6 | 9 | 2.7% |
| Other values (30) | 92 | |
| (Missing) | 65 |
| Value | Count | Frequency (%) |
| 13 | 7 | |
| 13.6 | 1 | 0.3% |
| 14.7 | 15 | |
| 14.9 | 1 | 0.3% |
| 15.1 | 1 | 0.3% |
| 15.2 | 7 | |
| 15.3 | 3 | 0.9% |
| 15.6 | 2 | 0.6% |
| 15.9 | 1 | 0.3% |
| 16 | 3 | 0.9% |
| Value | Count | Frequency (%) |
| 21.2 | 9 | 2.7% |
| 21.1 | 1 | 0.3% |
| 21 | 13 | 3.9% |
| 20.9 | 7 | 2.1% |
| 20.2 | 80 | |
| 20.1 | 3 | 0.9% |
| 19.7 | 4 | 1.2% |
| 19.6 | 4 | 1.2% |
| 19.2 | 7 | 2.1% |
| 19.1 | 10 | 3.0% |
competitor_density
Real number (ℝ)
| Distinct | 237 |
|---|---|
| Distinct (%) | 71.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 359.4661 |
| Minimum | 3.5 |
|---|---|
| Maximum | 396.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 3.5 |
|---|---|
| 5-th percentile | 97.462 |
| Q1 | 376.73 |
| median | 392.05 |
| Q3 | 396.24 |
| 95-th percentile | 396.9 |
| Maximum | 396.9 |
| Range | 393.4 |
| Interquartile range (IQR) | 19.51 |
Descriptive statistics
| Standard deviation | 86.584567 |
|---|---|
| Coefficient of variation (CV) | 0.24086991 |
| Kurtosis | 8.0184665 |
| Mean | 359.4661 |
| Median Absolute Deviation (MAD) | 4.85 |
| Skewness | -2.9984217 |
| Sum | 119702.21 |
| Variance | 7496.8872 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 396.9 | 79 | 23.7% |
| 395.24 | 3 | 0.9% |
| 395.63 | 2 | 0.6% |
| 395.11 | 2 | 0.6% |
| 393.68 | 2 | 0.6% |
| 393.37 | 2 | 0.6% |
| 388.45 | 2 | 0.6% |
| 377.07 | 2 | 0.6% |
| 396.21 | 2 | 0.6% |
| 395.56 | 2 | 0.6% |
| Other values (227) | 235 |
| Value | Count | Frequency (%) |
| 3.5 | 1 | |
| 3.65 | 1 | |
| 7.68 | 1 | |
| 9.32 | 1 | |
| 16.45 | 1 | |
| 18.82 | 1 | |
| 22.01 | 1 | |
| 27.25 | 1 | |
| 43.06 | 1 | |
| 48.45 | 1 |
| Value | Count | Frequency (%) |
| 396.9 | 79 | |
| 396.42 | 1 | 0.3% |
| 396.33 | 1 | 0.3% |
| 396.3 | 1 | 0.3% |
| 396.28 | 1 | 0.3% |
| 396.24 | 1 | 0.3% |
| 396.21 | 2 | 0.6% |
| 396.14 | 1 | 0.3% |
| 396.06 | 1 | 0.3% |
| 395.99 | 1 | 0.3% |
household_affluency
Real number (ℝ)
HIGH CORRELATION
| Distinct | 310 |
|---|---|
| Distinct (%) | 93.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1288589 |
| Minimum | 0.4325 |
|---|---|
| Maximum | 9.4925 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0.4325 |
|---|---|
| 5-th percentile | 0.914 |
| Q1 | 1.795 |
| median | 2.7425 |
| Q3 | 4.105 |
| 95-th percentile | 6.673 |
| Maximum | 9.4925 |
| Range | 9.06 |
| Interquartile range (IQR) | 2.31 |
Descriptive statistics
| Standard deviation | 1.7669452 |
|---|---|
| Coefficient of variation (CV) | 0.56472512 |
| Kurtosis | 0.74869625 |
| Mean | 3.1288589 |
| Median Absolute Deviation (MAD) | 1.1025 |
| Skewness | 0.97832756 |
| Sum | 1041.91 |
| Variance | 3.1220953 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.5325 | 3 | 0.9% |
| 3.3175 | 2 | 0.6% |
| 2.025 | 2 | 0.6% |
| 1.9 | 2 | 0.6% |
| 1.375 | 2 | 0.6% |
| 1.59 | 2 | 0.6% |
| 1.1125 | 2 | 0.6% |
| 1.8475 | 2 | 0.6% |
| 2.375 | 2 | 0.6% |
| 2.6125 | 2 | 0.6% |
| Other values (300) | 312 |
| Value | Count | Frequency (%) |
| 0.4325 | 1 | |
| 0.495 | 1 | |
| 0.6175 | 1 | |
| 0.7175 | 1 | |
| 0.72 | 1 | |
| 0.735 | 1 | |
| 0.74 | 1 | |
| 0.7525 | 1 | |
| 0.7825 | 1 | |
| 0.79 | 2 |
| Value | Count | Frequency (%) |
| 9.4925 | 1 | |
| 9.245 | 1 | |
| 8.6925 | 1 | |
| 8.6025 | 1 | |
| 7.9975 | 1 | |
| 7.6575 | 1 | |
| 7.6475 | 1 | |
| 7.42 | 1 | |
| 7.3875 | 1 | |
| 7.3825 | 1 |
normalised_sales
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 188 |
|---|---|
| Distinct (%) | 58.8% |
| Missing | 13 |
| Missing (%) | 3.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.016966731 |
| Minimum | -1.936974 |
|---|---|
| Maximum | 2.9684773 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 187 |
| Negative (%) | 56.2% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | -1.936974 |
|---|---|
| 5-th percentile | -1.3374188 |
| Q1 | -0.58524963 |
| median | -0.14375902 |
| Q3 | 0.24322658 |
| 95-th percentile | 2.1852402 |
| Maximum | 2.9684773 |
| Range | 4.9054512 |
| Interquartile range (IQR) | 0.82847621 |
Descriptive statistics
| Standard deviation | 0.97856136 |
|---|---|
| Coefficient of variation (CV) | -57.675302 |
| Kurtosis | 1.6704039 |
| Mean | -0.016966731 |
| Median Absolute Deviation (MAD) | 0.4033371 |
| Skewness | 1.1175046 |
| Sum | -5.4293541 |
| Variance | 0.95758233 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.96847726 | 10 | 3.0% |
| -0.2364175427 | 5 | 1.5% |
| -0.3781305781 | 5 | 1.5% |
| -0.3672295754 | 5 | 1.5% |
| 0.1233155474 | 5 | 1.5% |
| -0.5416456191 | 5 | 1.5% |
| 0.03610752556 | 5 | 1.5% |
| 0.2432265774 | 5 | 1.5% |
| 0.003404517369 | 4 | 1.2% |
| 0.177820561 | 4 | 1.2% |
| Other values (178) | 267 | |
| (Missing) | 13 | 3.9% |
| Value | Count | Frequency (%) |
| -1.936973968 | 1 | |
| -1.871567952 | 1 | |
| -1.718953914 | 1 | |
| -1.697151908 | 2 | |
| -1.675349903 | 1 | |
| -1.599042884 | 1 | |
| -1.577240878 | 2 | |
| -1.566339876 | 1 | |
| -1.533636867 | 1 | |
| -1.522735865 | 1 |
| Value | Count | Frequency (%) |
| 2.96847726 | 10 | |
| 2.804962219 | 1 | 0.3% |
| 2.783160213 | 1 | 0.3% |
| 2.53243715 | 1 | 0.3% |
| 2.401625118 | 1 | 0.3% |
| 2.259912082 | 1 | 0.3% |
| 2.216308071 | 1 | 0.3% |
| 2.183605063 | 1 | 0.3% |
| 1.856574981 | 1 | 0.3% |
| 1.649455929 | 1 | 0.3% |
county
Real number (ℝ)
HIGH CORRELATION
| Distinct | 100 |
|---|---|
| Distinct (%) | 30.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 61.138138 |
| Minimum | 0 |
|---|---|
| Maximum | 144 |
| Zeros | 1 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 45 |
| median | 60 |
| Q3 | 73 |
| 95-th percentile | 108.2 |
| Maximum | 144 |
| Range | 144 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 24.605541 |
|---|---|
| Coefficient of variation (CV) | 0.40245814 |
| Kurtosis | 1.0702259 |
| Mean | 61.138138 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.71908404 |
| Sum | 20359 |
| Variance | 605.43267 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 60 | 10 | 3.0% |
| 50 | 10 | 3.0% |
| 61 | 10 | 3.0% |
| 72 | 9 | 2.7% |
| 45 | 9 | 2.7% |
| 63 | 9 | 2.7% |
| 68 | 8 | 2.4% |
| 62 | 8 | 2.4% |
| 48 | 8 | 2.4% |
| 69 | 8 | 2.4% |
| Other values (90) | 244 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.3% |
| 7 | 1 | 0.3% |
| 9 | 1 | 0.3% |
| 15 | 1 | 0.3% |
| 16 | 1 | 0.3% |
| 19 | 1 | 0.3% |
| 20 | 1 | 0.3% |
| 21 | 1 | 0.3% |
| 22 | 2 | |
| 23 | 4 |
| Value | Count | Frequency (%) |
| 144 | 1 | |
| 140 | 1 | |
| 139 | 1 | |
| 138 | 1 | |
| 137 | 1 | |
| 133 | 1 | |
| 128 | 2 | |
| 123 | 1 | |
| 122 | 2 | |
| 116 | 2 |
is_train
Boolean
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 461.0 B |
| True | |
|---|---|
| False | 13 |
| Value | Count | Frequency (%) |
| True | 320 | |
| False | 13 | 3.9% |
| commercial_property | competitor_density | county | crime_rate | household_affluency | household_size | is_train | location_id | new_store | normalised_sales | property_value | proportion_flats | proportion_newbuilds | proportion_nonretail | public_transport_dist | school_proximity | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| commercial_property | 1.000 | -0.291 | -0.380 | 0.786 | 0.604 | -0.346 | 0.000 | 0.006 | 0.000 | -0.551 | 0.641 | -0.622 | -0.787 | 0.753 | -0.857 | 0.399 |
| competitor_density | -0.291 | 1.000 | 0.075 | -0.344 | -0.197 | 0.055 | 0.000 | 0.052 | 0.000 | 0.145 | -0.295 | 0.170 | 0.224 | -0.295 | 0.245 | -0.076 |
| county | -0.380 | 0.075 | 1.000 | -0.382 | -0.646 | 0.500 | 0.086 | -0.011 | 0.204 | 0.709 | -0.414 | 0.323 | 0.387 | -0.433 | 0.295 | -0.313 |
| crime_rate | 0.786 | -0.344 | -0.382 | 1.000 | 0.628 | -0.366 | 0.244 | 0.044 | 0.000 | -0.545 | 0.734 | -0.562 | -0.688 | 0.716 | -0.716 | 0.461 |
| household_affluency | 0.604 | -0.197 | -0.646 | 0.628 | 1.000 | -0.646 | 0.000 | -0.020 | 0.000 | -0.862 | 0.536 | -0.472 | -0.649 | 0.641 | -0.568 | 0.447 |
| household_size | -0.346 | 0.055 | 0.500 | -0.366 | -0.646 | 1.000 | 0.130 | -0.080 | 0.000 | 0.641 | -0.320 | 0.399 | 0.304 | -0.478 | 0.331 | -0.279 |
| is_train | 0.000 | 0.000 | 0.086 | 0.244 | 0.000 | 0.130 | 1.000 | 0.021 | 0.000 | NaN | -0.015 | 0.008 | 0.040 | -0.002 | 0.027 | 0.058 |
| location_id | 0.006 | 0.052 | -0.011 | 0.044 | -0.020 | -0.080 | 0.021 | 1.000 | 0.201 | 0.033 | -0.022 | 0.047 | -0.011 | -0.000 | 0.018 | 0.028 |
| new_store | 0.000 | 0.000 | 0.204 | 0.000 | 0.000 | 0.000 | 0.000 | 0.201 | 1.000 | 0.150 | -0.022 | -0.033 | -0.053 | 0.058 | -0.063 | -0.095 |
| normalised_sales | -0.551 | 0.145 | 0.709 | -0.545 | -0.862 | 0.641 | NaN | 0.033 | 0.150 | 1.000 | -0.546 | 0.442 | 0.562 | -0.586 | 0.456 | -0.527 |
| property_value | 0.641 | -0.295 | -0.414 | 0.734 | 0.536 | -0.320 | -0.015 | -0.022 | -0.022 | -0.546 | 1.000 | -0.372 | -0.539 | 0.663 | -0.563 | 0.475 |
| proportion_flats | -0.622 | 0.170 | 0.323 | -0.562 | -0.472 | 0.399 | 0.008 | 0.047 | -0.033 | 0.442 | -0.372 | 1.000 | 0.541 | -0.636 | 0.604 | -0.459 |
| proportion_newbuilds | -0.787 | 0.224 | 0.387 | -0.688 | -0.649 | 0.304 | 0.040 | -0.011 | -0.053 | 0.562 | -0.539 | 0.541 | 1.000 | -0.676 | 0.820 | -0.415 |
| proportion_nonretail | 0.753 | -0.295 | -0.433 | 0.716 | 0.641 | -0.478 | -0.002 | -0.000 | 0.058 | -0.586 | 0.663 | -0.636 | -0.676 | 1.000 | -0.747 | 0.497 |
| public_transport_dist | -0.857 | 0.245 | 0.295 | -0.716 | -0.568 | 0.331 | 0.027 | 0.018 | -0.063 | 0.456 | -0.563 | 0.604 | 0.820 | -0.747 | 1.000 | -0.372 |
| school_proximity | 0.399 | -0.076 | -0.313 | 0.461 | 0.447 | -0.279 | 0.058 | 0.028 | -0.095 | -0.527 | 0.475 | -0.459 | -0.415 | 0.497 | -0.372 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| location_id | crime_rate | proportion_flats | proportion_nonretail | new_store | commercial_property | household_size | proportion_newbuilds | public_transport_dist | transport_availability | property_value | school_proximity | competitor_density | household_affluency | normalised_sales | county | is_train | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 464 | 17.600541 | 0.0 | 18.10 | False | NaN | 2.926 | 29.0 | 2.9084 | all | 666 | 20.2 | 368.74 | 4.5325 | -0.399933 | 40 | True |
| 1 | 504 | 0.603556 | 20.0 | 3.97 | False | 14.85 | 4.520 | 10.6 | 2.1398 | average | 264 | 13.0 | 388.37 | 1.8150 | 2.216308 | 80 | True |
| 2 | 295 | 0.606810 | 0.0 | 6.20 | False | 7.70 | 2.981 | 31.9 | 3.6715 | many | 307 | 17.4 | 378.35 | 2.9125 | 0.166920 | 53 | True |
| 3 | 187 | 0.012385 | 55.0 | 2.25 | False | 1.95 | 3.453 | 68.1 | 7.3073 | no | 300 | 15.3 | 394.72 | 2.0575 | -0.083804 | 65 | True |
| 4 | 193 | 0.016182 | 100.0 | 1.32 | False | 3.05 | 3.816 | 59.5 | 8.3248 | average | 256 | 15.1 | 392.90 | 0.9875 | 0.962693 | 97 | True |
| 5 | 160 | 0.068659 | 0.0 | 11.93 | False | 11.15 | 3.976 | 9.0 | 2.1675 | no | 273 | 21.0 | 396.90 | 1.4100 | 0.123316 | 69 | True |
| 6 | 43 | 0.254126 | 12.5 | 7.87 | False | 8.70 | 3.377 | 5.7 | 6.3467 | average | 311 | 15.2 | 392.52 | 5.1125 | -0.846874 | 22 | True |
| 7 | 278 | 6.581131 | 0.0 | 18.10 | False | 9.10 | 3.242 | 35.3 | 3.4242 | all | 666 | 20.2 | 396.90 | 2.6850 | 0.025207 | 54 | True |
| 8 | 387 | 17.922139 | 0.0 | 18.10 | False | 16.45 | 2.896 | 4.6 | 1.9096 | all | 666 | 20.2 | 7.68 | 6.0975 | -1.577241 | 51 | True |
| 9 | 98 | 5.437707 | 0.0 | 18.10 | False | 18.15 | 3.701 | 10.0 | 2.5975 | all | 666 | 20.2 | 255.23 | 4.1050 | -0.694260 | 47 | True |
| location_id | crime_rate | proportion_flats | proportion_nonretail | new_store | commercial_property | household_size | proportion_newbuilds | public_transport_dist | transport_availability | property_value | school_proximity | competitor_density | household_affluency | normalised_sales | county | is_train | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 323 | 227 | 1.517409 | 0.0 | 19.58 | False | 12.75 | 3.066 | 0.0 | 1.7573 | average | 403 | 14.7 | 353.89 | 1.6075 | NaN | 62 | False |
| 324 | 114 | 83.093533 | 0.0 | 18.10 | False | 16.45 | 2.957 | 0.0 | 1.8026 | all | 666 | 20.2 | 16.45 | 5.1550 | NaN | 22 | False |
| 325 | 203 | 10.988323 | 0.0 | 18.10 | False | 19.50 | 3.406 | 2.8 | 2.0651 | all | 666 | 20.2 | 385.96 | 4.8800 | NaN | 19 | False |
| 326 | 12 | 0.159895 | 0.0 | 6.91 | False | 4.90 | 3.169 | 93.4 | 5.7209 | no | 233 | 17.9 | 383.37 | 1.4525 | NaN | 63 | False |
| 327 | 199 | 9.341992 | 0.0 | 18.10 | True | 15.90 | 2.875 | 10.4 | 1.1296 | all | 666 | 20.2 | 347.88 | 2.2200 | NaN | 107 | False |
| 328 | 477 | 0.010238 | 90.0 | 2.97 | False | 2.50 | 4.088 | 79.2 | 7.3073 | no | 285 | 15.3 | 394.72 | 1.9625 | NaN | 69 | False |
| 329 | 341 | 0.216802 | 0.0 | 7.38 | False | 7.15 | 3.431 | 85.3 | 5.4159 | average | 287 | 19.6 | 393.68 | 1.2700 | NaN | 58 | False |
| 330 | 136 | 5.751892 | 0.0 | 18.10 | False | 18.15 | 3.297 | 8.2 | 2.3682 | all | 666 | NaN | 385.09 | 4.3175 | NaN | 56 | False |
| 331 | 148 | 0.650078 | 0.0 | 6.20 | False | 7.85 | 5.337 | 26.7 | 3.8384 | many | 307 | 17.4 | 385.91 | 0.6175 | NaN | 122 | False |
| 332 | 363 | 0.148222 | 0.0 | 8.56 | False | NaN | 3.127 | 14.8 | 2.1224 | average | 384 | 20.9 | 387.69 | 3.5225 | NaN | 63 | False |